{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:60% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import scipy\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from collections import defaultdict\n",
    "from matplotlib.colors import ListedColormap\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import matplotlib\n",
    "\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_rows', 5000)\n",
    "pd.set_option('display.max_columns', 5000)\n",
    "pd.set_option('display.width', 10000)\n",
    "\n",
    "from collections import defaultdict\n",
    "from IPython.display import display, HTML\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set_style('whitegrid')\n",
    "mpl.rcParams['figure.dpi'] = 50\n",
    "\n",
    "%matplotlib inline \n",
    "current_palette = sns.color_palette()\n",
    "cmap = current_palette.as_hex()\n",
    "\n",
    "colors = {\n",
    "    'deepens': '#1f77b4', \n",
    "    'dropout': '#ff7f0e',\n",
    "    'kfacl': '#2ca02c',\n",
    "    'onenet': '#d62728',\n",
    "    'vi': '#9467bd',\n",
    "    'csgld':'#8c564b',\n",
    "    'sse':'#e377c2',\n",
    "    'swag': '#7f7f7f', \n",
    "    'fge': '#bcbd22'}\n",
    "\n",
    "names = {\n",
    "    'acc': 'Accuracy (%)',\n",
    "    'll': 'Log-Likelihood',\n",
    "    'brier': 'Brier',\n",
    "    'acc-aac': 'AURC'\n",
    "}\n",
    "\n",
    "names_ = {\n",
    "    'deepens': 'Deep ensemble', \n",
    "    'dropout': 'Dropout',\n",
    "    'kfacl': 'K-FAC-L',\n",
    "    'onenet': 'Single model',\n",
    "    'vi': 'FFG VI',\n",
    "    'csgld':'cSGLD',\n",
    "    'sse':'SSE',\n",
    "    'swag': 'SWAG', \n",
    "    'fge': 'FGE'}\n",
    "\n",
    "names_long = {\n",
    "    'deepens': 'Deep ensemble', \n",
    "    'dropout': 'Dropout',\n",
    "    'kfacl': 'KFAC-Laplace',\n",
    "    'onenet': 'Single model',\n",
    "    'vi': 'Variational Inf. (FFG)',\n",
    "    'csgld':'Cyclic SGLD (cSGLD)',\n",
    "    'sse':'Snapshot Ensembles (SSE)',\n",
    "    'swag': 'SWA-Gaussian (SWAG)', \n",
    "    'fge': 'Fast Geometric Ens. (FGE)', \n",
    "    'stochbn':'SBN'}\n",
    "\n",
    "    \n",
    "precition = {\n",
    "    'acc': '%.2f',\n",
    "    'acc@5': '%.2f',\n",
    "    'll':  '%.3f',\n",
    "    'brier': '%.3f',\n",
    "    'acc-aac': '%.4f'\n",
    "}\n",
    "\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:60% !important; }</style>\"))\n",
    "\n",
    "current_palette = sns.color_palette()\n",
    "cmap = ListedColormap(current_palette.as_hex())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading log-files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "!unzip logs.zip > unzip_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = './logs/'\n",
    "df = pd.concat([pd.read_csv(path + f) for f in os.listdir(path)], sort=False)\n",
    "df.model = df.model.apply(lambda x: x.replace('do', '').replace('Bayes', ''))\n",
    "df.metric = df.metric.apply(lambda x: x.replace('_', '-'))\n",
    "df.method = df.method.apply(lambda x: x.lower().replace('_', '-').replace('kfaclaplace', 'kfacl'))\n",
    "df = df[df.metric.apply(lambda x: x in ['acc-aac', 'acc', 'll', 'brier'])]\n",
    "\n",
    "df.model = df.model.apply(\n",
    "    lambda x: x.replace('BN', '').replace('Pre', '').replace('28x10', ''))\n",
    "dfbase_ung = df\n",
    "dfbase = df.groupby(\n",
    "    ['dataset', 'model', 'method', 'n_samples', 'metric']\n",
    ").value.agg(['mean', 'std', len]).reset_index()\n",
    "dfbase = dfbase[dfbase.method.apply(lambda x: 'stochbn' not in x)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataset</th>\n",
       "      <th>model</th>\n",
       "      <th>method</th>\n",
       "      <th>n_samples</th>\n",
       "      <th>metric</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>len</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>64775</th>\n",
       "      <td>CIFAR100</td>\n",
       "      <td>ResNet110</td>\n",
       "      <td>swag (ts)</td>\n",
       "      <td>94</td>\n",
       "      <td>ll</td>\n",
       "      <td>-0.701253</td>\n",
       "      <td>0.007837</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113733</th>\n",
       "      <td>ImageNet</td>\n",
       "      <td>ResNet50</td>\n",
       "      <td>vi</td>\n",
       "      <td>98</td>\n",
       "      <td>acc-aac</td>\n",
       "      <td>0.068295</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25653</th>\n",
       "      <td>CIFAR10</td>\n",
       "      <td>VGG16</td>\n",
       "      <td>csgld</td>\n",
       "      <td>14</td>\n",
       "      <td>acc-aac</td>\n",
       "      <td>0.006084</td>\n",
       "      <td>0.000269</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         dataset      model     method  n_samples   metric      mean       std  len\n",
       "64775   CIFAR100  ResNet110  swag (ts)         94       ll -0.701253  0.007837  5.0\n",
       "113733  ImageNet   ResNet50         vi         98  acc-aac  0.068295  0.000030  5.0\n",
       "25653    CIFAR10      VGG16      csgld         14  acc-aac  0.006084  0.000269  5.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfbase.sample(frac=0.0001).head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How to read the table \n",
    "\n",
    "1. Methods (dfbase.method)\n",
    "    - Available methods: ```kfacl, vi, csgld, sse, dropout, fge, swag, deepens, onenet```\n",
    "    - All methods can be combined with ```'(ts)'``` substring that denotes a method with a temperature-scaling.\n",
    "    - All methods can be combined with ```'-augment'``` substring that denotes a test-time augmentation---one augmentation of an image per one member of an ensemble.\n",
    "2. Datasets (dfbase.dataset column): \n",
    "    - Available datasets: `CIFAR100, CIFAR10, ImageNet`\n",
    "3. Models (dfbase.model):\n",
    "    - Available models for CIFAR-10/100: ```VGG16, ResNet110, WideResNet, ResNet164```\n",
    "    - Available model for ImageNet is ```ResNet50```\n",
    "4. Size of an ensemble \n",
    "    - Number of members of an ensemble (`dfbase.n_samples`) typically is 1-100 for CIFARs and 1-50 for ImageNet.\n",
    "5. Metrics:\n",
    "    - Available metrics: `acc, ll, brier, acc-aac`\n",
    "    - Where df.mean and df.std columns stores mean and standard deviation.\n",
    "    \n",
    "### How to work with data frame \n",
    "1. We find `df.query` quite usefull. There is an example: `dfbase.query(\"method=='deepens' and dataset=='ImageNet' and metric=='acc' and n_samples<5\")`  \n",
    "2. Iteration via a data frame is also very usefull. There is an example: `for row in dfbase.values[:3]: print (row)`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scatter plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.997\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pylab as pylab\n",
    "params = {'legend.fontsize': 'medium',\n",
    "         'axes.labelsize': 'x-large',\n",
    "         'figure.figsize': (6, 4),\n",
    "         'axes.titlesize':'x-large',\n",
    "         'xtick.labelsize':'x-large',\n",
    "         'ytick.labelsize':'x-large'}\n",
    "pylab.rcParams.update(params)\n",
    "mpl.rcParams['figure.dpi'] = 100\n",
    "\n",
    "data = 'ImageNet'\n",
    "fig, ax = plt.subplots()\n",
    "metric1, metric2 = 'acc', 'll'\n",
    "methods = []\n",
    "\n",
    "df = dfbase\n",
    "ts = True\n",
    "if ts: df = dfbase[dfbase.method.apply(lambda x: 'ts' in x)]\n",
    "else:  df = dfbase[dfbase.method.apply(lambda x: 'ts' not in x)]\n",
    "\n",
    "\n",
    "metric1_datas, metric2_datas = [], []\n",
    "\n",
    "if data[:5] == \"CIFAR\":\n",
    "    markers = {\n",
    "    'ResNet110': \"^\", \n",
    "    'ResNet164': \">\", \n",
    "    'VGG16': \"s\",\n",
    "    'WideResNet': \"*\"}\n",
    "else:\n",
    "    markers = {'ResNet50': 'D'}\n",
    "\n",
    "num = len(set(df.model.values))\n",
    "for n_samples in ([5, 10, 50] if data == 'ImageNet' else [100]):\n",
    "    for model in markers.keys():\n",
    "        q = 'dataset == \"%s\" and model == \"%s\" and n_samples == %s ' % (data, model, n_samples)\n",
    "        k1 = (1 if metric1 != 'acc' else 100)\n",
    "        metric1_data = k1*(df.query(q + 'and metric == \"%s\"' % metric1)['mean'].values)\n",
    "        metric1_std = k1*(df.query(q + 'and metric == \"%s\"' % metric1)['std'].values)\n",
    "        \n",
    "        k2 = (1 if metric2 != 'acc' else 100)\n",
    "        metric2_data = k2 * df.query(q + 'and metric == \"%s\"' % metric2)['mean'].values\n",
    "        metric2_std  = k2 * df.query(q + 'and metric == \"%s\"' % metric2)['std'].values\n",
    "\n",
    "        txt = df.query(q + 'and metric == \"%s\"' % metric1)['method'].values\n",
    "        \n",
    "        idx = [\"-augment\" not in t for t in txt]\n",
    "        metric1_data, metric2_data, txt, metric2_std, metric1_std = metric1_data[idx], metric2_data[idx], txt[idx], metric2_std[idx], metric1_std[idx]\n",
    "\n",
    "        if len(metric1_data) > 0:\n",
    "            metric1_datas += [metric1_data]\n",
    "            metric2_datas += [metric2_data]\n",
    "            methods += list(txt)\n",
    "            \n",
    "            c=[colors[t.replace(' (ts)', '')] for t in txt]\n",
    "            \n",
    "            if data == 'ImageNet':           \n",
    "                for i in range(len(metric2_data)):\n",
    "                    ax.annotate(str(n_samples), (metric1_data[i], metric2_data[i]))\n",
    "\n",
    "            ax.scatter(metric1_data, metric2_data, marker=markers[model], s=20, alpha=0.7, c=c)\n",
    "    \n",
    "corr = np.corrcoef(np.hstack(metric1_datas), np.hstack(metric2_datas))\n",
    "print('%.3f' % corr[0, 1])\n",
    "plt.xlabel(('Calibrated ' if ts else '') + names[metric1])\n",
    "plt.ylabel(('Calibrated ' if ts else '') + names[metric2])\n",
    "\n",
    "methods = set(methods)\n",
    "\n",
    "lines = [plt.Line2D([0,0], [0,0], color='black', fillstyle='none', marker=marker, linestyle='', markersize=6, alpha=0.5)\n",
    "         for marker in markers.values()]\n",
    "legend1 = plt.legend(lines, markers.keys(), ncol=2, loc='upper center', bbox_to_anchor=(0.5, 1.12 if data == 'ImageNet' else 1.2))\n",
    "\n",
    "lines = [plt.Line2D([0,0],[0,0],color=color, marker='o', linestyle='', markersize=5, alpha=0.7) \n",
    "         for k, color in colors.items() if (k in methods or (k+' (ts)' in methods))]\n",
    "linesc = [names_[k] for k, color in colors.items() if (k in methods or (k+' (ts)' in methods))]\n",
    "plt.legend(lines, linesc, numpoints=1, ncol=2, loc='lower right', fontsize=12)\n",
    "plt.gca().add_artist(legend1)\n",
    "\n",
    "f = './pdf/%s-%s-vs-%s%s.pdf' % (data, metric1, metric2, '-ts' if ts else '')\n",
    "\n",
    "plt.savefig(f, bbox_inches=\"tight\", pad_inches=0.05)\n",
    "plt.savefig('/Users/ars/Downloads/%s-%s-vs-%s%s.png' % (data, metric2, metric1, '-ts' if ts else ''), bbox_inches=\"tight\", pad_inches=0.05)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pylab as pylab\n",
    "params = {'legend.fontsize': 'small',\n",
    "         'axes.labelsize': 'x-large',\n",
    "         'figure.figsize': (6, 4),\n",
    "         'axes.titlesize':'x-large',\n",
    "         'xtick.labelsize':'x-large',\n",
    "         'ytick.labelsize':'x-large'}\n",
    "pylab.rcParams.update(params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 740x1200 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.rcParams['figure.dpi'] = 100\n",
    "metrics = ['ll', 'cll'] #, 'misclass-auroc', 'ece', 'brier']\n",
    "compute = {\n",
    "    'CIFAR10': ['VGG16', 'ResNet110', 'ResNet164', 'WideResNet'],\n",
    "    'CIFAR100': ['VGG16', 'ResNet110', 'ResNet164', 'WideResNet'],\n",
    "    'ImageNet': ['ResNet50']\n",
    "}\n",
    "mpl.rcParams['figure.figsize'] = 3.7*len(metrics), 3*len(compute[data])\n",
    "\n",
    "\n",
    "data = 'CIFAR100'\n",
    "sns.set_style('whitegrid')\n",
    "plot_std = False\n",
    "\n",
    "i = 1\n",
    "methods = []\n",
    "cmap = current_palette.as_hex()\n",
    "\n",
    "min_ = +10**1000\n",
    "\n",
    "for model in compute[data]:\n",
    "    for metric in metrics:\n",
    "        plt.subplot(len(compute[data]), len(metrics), i)\n",
    "        i += 1\n",
    "        \n",
    "        if metric == 'll':\n",
    "            ts = False\n",
    "            df = dfbase\n",
    "            if ts: df = dfbase[dfbase.method.apply(lambda x: 'ts' in x)]\n",
    "            else:  df = dfbase[dfbase.method.apply(lambda x: 'ts' not in x)]\n",
    "            metric_='ll'\n",
    "        else:\n",
    "            ts = True\n",
    "            df = dfbase\n",
    "            if ts: df = dfbase[dfbase.method.apply(lambda x: 'ts' in x)]\n",
    "            else:  df = dfbase[dfbase.method.apply(lambda x: 'ts' not in x)]\n",
    "            metric='ll'\n",
    "            metric_='cll'\n",
    "\n",
    "        for method in sorted(set(df.method.values)):\n",
    "            if 'augment' in method:\n",
    "                continue\n",
    "            q    = 'dataset == \"%s\" and model == \"%s\" and method == \"%s\" and metric == \"%s\"'\n",
    "            df_  = df.query(q % (data, model, method, metric))\n",
    "            q_   = 'dataset == \"%s\" and model == \"%s\" and method == \"%s\"' \n",
    "            df__ = df.query(q_ % (data, model, method))\n",
    "            if len(df__ ) > 0:\n",
    "                method_ = method.replace(' (ts)', '').split('-')[0]\n",
    "                m = method.replace(' (ts)', '')\n",
    "                c = colors[method_]\n",
    "                \n",
    "                min_ = np.min([min_, np.min(df_['mean'].values)]) \n",
    "                \n",
    "                plt.plot(df_['n_samples'].values, df_['mean'].values, \n",
    "                        label=names_[m], alpha=0.8, c=c, linestyle='-' if '-augment' not in method else '--', lw=3)\n",
    "\n",
    "        plt.xscale('log')\n",
    "        if model == 'VGG16' :\n",
    "            plt.ylim(min_-(0.25 if metric_=='ll' else 0), None)\n",
    "        plt.ylabel(('Calibrated ' if ts else '') + names[metric], fontsize=12)\n",
    "        plt.xlabel('# samples')\n",
    "        plt.title('%s %s' % (model, data))\n",
    "        plt.legend(ncol=3, loc='lower right', fontsize=6)\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('./pdf/%s-side-by-side-befor-and-after-calibraion-ll.pdf' % data, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = 'ImageNet'\n",
    "metrics = ['ll'] \n",
    "\n",
    "compute = {\n",
    "    'CIFAR10': ['VGG16', 'ResNet110', 'ResNet164', 'WideResNet'],\n",
    "    'CIFAR100': ['VGG16', 'ResNet110', 'ResNet164', 'WideResNet'],\n",
    "    'ImageNet': ['ResNet50']\n",
    "}\n",
    "\n",
    "mpl.rcParams['figure.figsize'] = 6*len(metrics), 4*len(compute[data])\n",
    "flatui = [\"#9b59b6\", \"#3498db\", \"#95a5a6\", \"#e74c3c\", \"#34495e\", \"#2ecc71\"]\n",
    "mpl.rcParams['figure.dpi'] = 100\n",
    "df = dfbase\n",
    "current_palette = sns.color_palette()\n",
    "cmap = ListedColormap(current_palette.as_hex())\n",
    "\n",
    "sns.set_style('whitegrid')\n",
    "plot_std = False\n",
    "\n",
    "i = 1\n",
    "methods = []\n",
    "cmap = current_palette.as_hex()\n",
    "fig, ax1 = plt.subplots()\n",
    "idx = [0, 1, 2, 4, 9, 25, -1]\n",
    "for model in compute[data]:\n",
    "    for metric in metrics:\n",
    "        i += 1\n",
    "        for i, method in enumerate(sorted(set(df.method.values))):\n",
    "            if 'deepens' not in method :\n",
    "                continue\n",
    "            q    = 'dataset == \"%s\" and model == \"%s\" and method == \"%s\" and metric == \"%s\"'\n",
    "            df_  = df.query(q % (data, model, method, metric))\n",
    "            q_   = 'dataset == \"%s\" and model == \"%s\" and method == \"%s\"' \n",
    "            df__ = df.query(q_ % (data, model, method))\n",
    "            if len(df__ ) > 0:\n",
    "                method_ = method.replace(' (ts)', '').split('-')[0]\n",
    "                if method_ in colors:\n",
    "                    c = colors[method_]\n",
    "                else:\n",
    "                    colors[method_] = cmap[len(colors) % 10]\n",
    "                    c = colors[method_]\n",
    "                    \n",
    "                m = method.replace(' ( )','').replace('-augment', '')\n",
    "                \n",
    "                if 'ts' not in method:\n",
    "                    ax1.plot(df_['n_samples'].values[:50][idx], df_['mean'].values[:50][idx], 'o-' if 'ts' not in method else 'o--',\n",
    "                            label=(names_[m] if 'augment' not in method else (names_[m] +'\\n (test-time aug.)')) if 'ts' not in method else None, \n",
    "                             alpha=0.7, \n",
    "                             c=colors[method.replace(' (ts)','').replace('-augment', '')] if 'augment' not in method else 'black', lw=2.5, ms=5)\n",
    "            if i == 6: \n",
    "                ax1.plot([0, 60], [-0.938, -0.938], '-', ms=5, lw=0.9, color='gray', alpha=0.3)\n",
    "            plt.legend(ncol=1, loc='lower right', fontsize=12)\n",
    "    \n",
    "ax2 = ax1.twinx()             \n",
    "for model in compute[data]:\n",
    "    for metric in metrics:\n",
    "        i += 1\n",
    "        for method in sorted(set(df.method.values)):\n",
    "            if 'deepens' not in method :\n",
    "                continue\n",
    "            q    = 'dataset == \"%s\" and model == \"%s\" and method == \"%s\" and metric == \"%s\"'\n",
    "            df_  = df.query(q % (data, model, method, metric))\n",
    "            q_   = 'dataset == \"%s\" and model == \"%s\" and method == \"%s\"' \n",
    "            df__ = df.query(q_ % (data, model, method))\n",
    "            if len(df__ ) > 0:\n",
    "                method_ = method.replace(' (ts)', '').split('-')[0]\n",
    "                if method_ in colors:\n",
    "                    c = colors[method_]\n",
    "                else:\n",
    "                    colors[method_] = cmap[len(colors) % 10]\n",
    "                    c = colors[method_]\n",
    "\n",
    "                m = method.replace(' (ts)','').replace('-augment', '')\n",
    "\n",
    "                if 'ts' in method:\n",
    "                    ax2.plot(df_['n_samples'].values[:50][idx], df_['mean'].values[:50][idx], 'o-' if 'ts' not in method else 'o--',\n",
    "                            label=(names_[m] if 'augment' not in method else (names_[m] +' (test-time aug.)')) if 'ts' not in method else None, \n",
    "                             alpha=0.7, \n",
    "                             c=colors[method.replace(' (ts)','').replace('-augment', '')] if 'augment' not in method else 'black', lw=2.5, ms=5)\n",
    "\n",
    "    plt.xscale('log', basex=5)\n",
    "    plt.xticks([1, 2, 5, 10, 25, 50], ('1', '2', '5', '10', '25', '50'))\n",
    "    ax1.set_ylabel(names[metric]+' (solid)\\n Calibrated %s (dashed) ' % names[metric], fontsize=14)\n",
    "    ax1.set_xlabel('# samples (ensemble size)')\n",
    "    plt.yticks([])\n",
    "    ax1.set_ylim(-1.35, -0.7)\n",
    "    ax2.set_ylim(-1.35, -0.7)\n",
    "    ax2.set_xlim(0.9, 55)\n",
    "    ax1.set_xlim(0.9, 55)\n",
    "\n",
    "plt.savefig('./pdf/%s-%s-%s.pdf' % (data, str(compute[data]), str(metrics), ), bbox_inches='tight', pad_inches=0.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DEE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "!unzip df_dee_no_augment.csv.zip > unzip_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ars/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
      "  if sys.path[0] == '':\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('./df_dee_no_augment.csv')\n",
    "df.model = df.model.apply(lambda x: x.replace('do', '').replace('Bayes', ''))\n",
    "df.metric = df.metric.apply(lambda x: x.replace('_', '-'))\n",
    "df.method = df.method.apply(lambda x: x.lower().replace('_', '-').replace('kfaclaplace', 'kfacl'))\n",
    "\n",
    "df.model = df.model.apply(\n",
    "    lambda x: x.replace('BN', '').replace('Pre', '').replace('28x10', ''))\n",
    "df = df[df.method.apply(lambda x: 'ts' in x)]\n",
    "df = df[df.method.apply(lambda x: 'aug' not in x)]\n",
    "df = df[df.method != 'stochbn']\n",
    "df = df[df.metric == 'll']\n",
    "df.value = df.dee\n",
    "df.metric = len(df.dee)*['dee']\n",
    "\n",
    "df.method = df.method.apply(lambda x: x.replace('-augment', '').replace(' (ts)', ''))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_cost_per_dee(method, dataset, model):\n",
    "    if dataset in ['CIFAR10', 'CIFAR100']:\n",
    "        if method == 'sse':\n",
    "            return 45, 0\n",
    "        elif method in ['fge', 'swag']:\n",
    "            return 2, 160\n",
    "        elif method == 'csgld':\n",
    "            return 50/3, 0\n",
    "        elif method=='deepens':\n",
    "            if model == 'VGG16':\n",
    "                return 400, 0\n",
    "            else:\n",
    "                return 300, 0\n",
    "        elif method=='dropout':\n",
    "            return 0, 400\n",
    "        elif method in ['kfacl', 'onenet', 'vi']:\n",
    "            if model == 'VGG16':\n",
    "                return 0, (400 + (100 if method == 'vi' else 0))\n",
    "            else:\n",
    "                return 0, (300 + (100 if method == 'vi' else 0))\n",
    "    else:\n",
    "        if method == 'fge':\n",
    "            return 2, 130\n",
    "        elif method == 'kfacl':\n",
    "            return 0, 130\n",
    "        elif method == 'onenet':\n",
    "            return 0, 130\n",
    "        elif method == 'sse':\n",
    "            return 45, 0\n",
    "        elif method == 'vi':\n",
    "            return 0, 130+45\n",
    "        elif method == 'deepens':\n",
    "            return 130, 0\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x600 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.rcParams['figure.dpi'] = 50\n",
    "mpl.rcParams['figure.figsize'] = 5*3, 4*3\n",
    "from collections import defaultdict\n",
    "ds, ss, sizes = defaultdict(lambda: defaultdict(lambda: [])), defaultdict(lambda : defaultdict(lambda: [])), defaultdict(lambda : defaultdict(lambda: []))\n",
    "\n",
    "for k, data in enumerate(['CIFAR10', 'CIFAR100', 'ImageNet']):\n",
    "    \n",
    "    if data == 'ImageNet':\n",
    "        models = ['ResNet50']\n",
    "    else:\n",
    "        models = ['ResNet110', 'ResNet164', 'WideResNet', 'VGG16']\n",
    "    for i, model in enumerate(models):\n",
    "        plt.subplot(3, 3, 4*k + i+1)\n",
    "        for method in list(set(df.query('dataset == \"%s\"' % data).method.values)):\n",
    "            if method not in {'csgld', 'deepens', 'fge', 'sse'}: \n",
    "                continue\n",
    "            q = 'dataset == \"%s\" and method == \"%s\"  and model==\"%s\"' % (data, method, model)\n",
    "            if len(df.query(q)):\n",
    "                samples = df.query(q).n_samples.values\n",
    "                deescore = df.query(q).dee.values\n",
    "                cps, prc = get_cost_per_dee(method, data, model)\n",
    "                cost = np.cumsum([cps+prc] + [cps]*(len(samples)-1))\n",
    "#                 if method == 'csgld':\n",
    "#                     cost = np.cumsum([48, 1, 1] *int(len(samples)/3+1))[:len(samples)]\n",
    "\n",
    "                plt.plot(cost, deescore, '-o', label=names_[method], lw=3, alpha=0.7, ms=5, c=colors[method])#, s=samples**1.1, )\n",
    "                plt.ylim(0, 10)\n",
    "                plt.xlim(0, 3000)\n",
    "                \n",
    "                ds[data][method] += [deescore]\n",
    "                ss[data][method] += [cost]\n",
    "                sizes[data][method] += [samples]\n",
    "            \n",
    "        plt.legend(ncol=1, loc='lower right', fontsize=14)\n",
    "        plt.title('%s %s' % (data, model))\n",
    "        plt.xlabel(('mean ' if data!='ImageNet' else '' ) + 'cost of solution (# epoch)')\n",
    "        plt.ylabel(('mean ' if data!='ImageNet' else '' ) + 'deep ensembles equivalent')\n",
    "plt.tight_layout()\n",
    "plt.savefig('./pdf/cost-vs-dee.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Eb4vrkWWJa2cO57SDZhavxLuWtn+5nIDPjznBjqKoUTP/rHlFGVqzF0mVMfWzYcpMiDstbi5r5NmvgmY2dWg6v5k2DFk+cbIZQxEyn2zp0qW8/PLLBAIBhBCYTKa4niDaU8y5icGVqQEhxWdKcHc5ZGbfFNUjSRLXzhzGpMHxbWZHEo9a2pe/lfrKcrSAH3ezA7M1ISrmn7V8U4mvvCWoRUlHBETcaXFLeRPPflWEdtDM/mf6MBTDzIBjJIW89dZbvP7668yYMYMHHniA4cOHRzKumENNs6Jm2lBSzXE58Nxdfmhm1509jEmDT6zB6njUUtGGb1EUFYs9kYTk1D5f0FMIQfOKfTR/XgYSyKkWlCQz5rzEuNLi1vImnlm5F00XTDHMrAMhDS0tLY2MjAxaW1s5/fTTcTgckYwr5tCafSh2E7bR6XEloJ6g64KX15X+oGV2YpkZxKeWfG43Aa8XRVVJzMjo85T9lpXltKypQgSCRcFlm4qSYsF+Wv8+jSucbC1v4u8HzWzykHR+a5hZB0J2OSYlJfHFF18gSRJLly6loSH+5geFE705OC6ipFj6OJLoQAjBP9eVsm5vHZIk8b8zhzF5yIlnZhB/Wqoo2EFZ/lYkRUHXNEadMb1PW2cBh5fWzQcAMGXaEAiUBDWuig5vq2hvZtfMMMzsaByz9FVOTg633XYbpaWlLFq0KIJhxR4Bhxc4WPrqBEcIwctrS1l70MyumTGMKSeomUH8aamiIB9N82Mym0ntn92nq1MLXdD0UTG6VwNFQrapyJb4M7Onvwya2WmD0/jt9KGGmYUgpKHddddd1NfXk5WVxe9//3tOP/30SMYVcxgttCCHWmZBM4NrZgw7ISd4Hkm8aWnA8JHogQC6riPJUp8mgzSv2Ie3sAk0HTlBRUm3knJe/Kxttr3C0c7M/nfGMFTFmOMaipB35re//S0rV67koosu4umnn2b//v1dPrnf7+e2227j8ssv54orrqCoqKhHwUYrQgi05oMttOQTt4UmhOCVdaWsKQya2W+nG2YG8aelpIxMElLSkFUTo8+a2Wfdjc711Ti/qUboOmq6DTXJgpoWPxX08ysdPL2y0DCzLhDy7kyYMIF77rmHV155haKiIs4555wun3zVqlUEAgGWLl3KDTfcwBNPPNGjYKMV3RVABATIEnLiiWlo3xXX8ZtXNvD+liokCf5n+jBOHxZ/k6W7Q7xpadOn79N8oAYQ7Pn2ayoKdkQ8BteOOhzLS9uSQNB0hK7HjZm9uaGMm5duprbZy6mDUg0z6yQhk0K+//573nnnHbZv387cuXO58847u3zyoUOHomkauq7jdDpR1Tgso04wwxFASTIhKSde3/Z3xXXcsWw7zS4/AvjpKTmcYZhZG/GkpdJtW9i5eiWaFsDvdhPweCM+oVoIgXNNJeigJJqRLDJyHCWBvLmhjAc+2YUkwO3XmDQ41TCzThJSFa+88gqXXXYZ999/f7fX00lISKCyspKf/OQnNDY28txzzx31OE3TKC8v79Y1+oKWlpb28Za6wOOGZB1nFL6ODvGGESEEf/uslKZWD7IkkWU3UVVbT3l5979wezPeviCetLTp808QAJIMkkRLUwPm9H7dvma33utKN7g9IHR0iwBJwz8hGY/aDOXN3Yqjs/T2Z7Ow1s2zX+5D6BpJVpV+doUvt+0j1+zp1vniTUvHo8O3zvbt25kwYQKXXXYZkiSxdu3atsemTZvWpZP/85//ZNq0adx2221UV1fzq1/9ig8++ACLpX3ihKIo5OXldfMlRJ7y8vJ28TZtK8btBNsgO6lR+Dp+GG+4EEKw5LsyPJqCJCnkpNmwW1TOnTiUvLzut9B6K97eItQXRjxqaaPQkHSBzZ6IYjExed4lnDbzx90+X1ffa92rUb98B4GAgnl8CqaMYFmrSLXMevOzuaPKwVs7DpCemIBfeMhLTyAg6JGe4kVLnaWDoX3zzTdMmDCBjz/+uMPBXRVhcnIyJpMJCK4JFQgE0DStm6FGJ94SB67ttQivjmd3I96xJ0YNx0Nm9tWuA6Qnmpl3SjYun9ZW5dsg/rRUvjOfqt0FSIoCihw0swgv6Nn85T58la1IJhmtzkvi5PgoOryzqpmnVuzFr+nMHJ3FlKGpbNrXZOipi3QwtGuuuQaABx54oMcnv/rqq7nrrru44oor8Pv93HLLLSQkJPT4vNGEp9iB8OsnVFHiI81MkuDXPxrKj0acuBW+QxFvWtq3fTNC1zFZLGTk5EZ8/pnuCeApCE5KV9OtSIocF3orqG7myRWF+DWdk3NTuX7WcEyKzFnD+/V1aDFHyIGOI39BNjU1kZeXxyeffNKlk9vtdv72t791P7oYwJRhBR2EHMxyjHVxHQ8hBK+vN8ysK8SLltL6ZwMCSZLQdS3i88/cO+qRLCqSO4CkSHGR1VhQ3czfvuhoZgbdI6ShrVmzpu3/yspKnn766YgEFGtIJhk104ZslkmOwwUEj0QIwRvry/myIGhmV59lmFlniBct2VPTSMvORTWbOWv+lRHNbNS9AVq/34/uDmA9pR9qgimiY2e9wa79h81sQm6KYWZhoFN3b+DAgRQXF/d2LDGJf78LxW4i8cycmBbX8ThkZisKagD41VlDmDbSMLOuEstaKtuxDY+zhf7DIltZXwhB00cl+Pe7EH6NQIUz5s1s9/6WNjM7aWAK1589wjCzMBCyhXbrrbe2pRgfOHCAzEzjy+uHCF3grwmOI6gD7H0cTe8hhGDphsNmdvWPhjB9pNG/31niQUsVBTvYvvJzAl4ve75bw/BJUyNmas2f78OdXxdcSy7DhiRJMT12tnt/C098sQdfIGhmN8wagVk1zCwchDS0yy+/vO1/q9XKSSf1/eJ90YbW6EH49GC3Y7q1r8PpFYQQvLmhnC92Hm6ZGWbWNeJBS5uXf4C31YkkyXhamtm5+suIGFrLN5XB8laaDgKEJwAWJS7MbLxhZmEnpKFVVVW12z6ym+Siiy7qvYhiCNfWWvx1bsyDkpDisPq1EIK3vi/n84Nm9suzhjBjlGFmXSUetORsbARAVhWQZIJrs/curq21NH9eFsysTLchZGK6Isiemhb+tuKgmeUkc6NhZmEnpKF9+eWXuFwupk6dSn5+PnV1dUyaNKnblQ7iDW+JA+f6aoRXx1/REtNdIEdDCMHb31fw2Y6gmV115mBmGmbWLeJCS0JDkiQUk5mk9N5f0NO9p4GmD4raajUKGWSLErNmVlgTbJl5/TrjcpK58ccjDTPrBUIamtPp5MUXX2wT3X//939z2223RSywaMddUI/w6kiKhJxgiitDO2Rmy3cEq8JfdeZgzh6d1cdRxS6xrqWiDd/SUFmBYrZgtliZMHtur3Y3CiFoWVWB0ASKzQQJSkwv2Ln3QAuPH2FmNxlm1muEvKsNDQ20tLS0/e90OiMWVCwgtGCXi2RSQCImhXY0hBC8vfGwmf3iDMPMekqsa6l4y0ZAwpaYSFp2Tq9PqG75sgx/rRt0HSXVjGKNbTN77POgmY3NTubGHxvdjL1JyBbatddey4UXXkhqaioulyvmV9kNK/tcePe0ICeasI5MJWFCv5gU2w8RQvDw8t18ml9Nqs3MTbNHMmuMYWY9Jda1lJiRAQhkWUHTAr06obp18wFa1gTHHKUEE2pWAvbT+sekvt7ZVMFzq4pINKucOSKDm2aPwKIqfR1WXBPS0ObOncs555yDw+EgLS0NWTZ+VUBw7Iw1DWhekFQJ20mZMSm2H3LIzF7/rgwJUBUZu8UQXziIdS25HQ5Us5XEzEx+NP8XvdbdKDRB67qgmSmJJpRkc8wu2PnOpgr+/OFOhACnOcBZwzMMM4sAIQ1tw4YNLF68GE3TmDt3Ljk5OcyfPz+SsUUlnmIH+HQkWUFOMuMrbcY6LLXXrle+M5+tn3+EYrYw4exze+XLRAjBO5sq+TS/GgkYlJFAokVlfUmDURg1DMSylioKdlC4fh0Bnw9PL3eVtnxVht/hBSGQE80IXcSkmRXVOnluVRFCQEqCiewUK5vLmvjRCCOpqrcJ+VPxiSeeYMmSJWRmZnLttdfyxhtvRDKuqEVNNQezrhDIJrlXBFdRsINv33mTj556iH//+W52r/uanau+5IsXnwn76sBCCN7dXMnH24PdjJlJFhItKn5dMHVoelivdaISy1ra9sWneFqdCKFjttqo2JXfK9dx7ayjZW0V+HUkm4qaaSXlvCExZ2hFtU4e+3wPiWYVq1khO8WKJjC0FCFCttBkWSY1NRVJkrBYLNjt8VsJoysIrw5pJswpdpLPzgur4CoKdrBj1QpKt20MzvvR9SMurONuaQ7r6sCHzOyjbdUAXD9rBMm2Qy0zY9mKcBGrWqoo2EHZzu1ofj+6puFzu3tt/My5rgpEcJ6ZmmqJya7G4oNm5vFpnD48gx8Nz2BLubEETCQJaWiDBg3iscceo6mpiRdeeIGcnJxIxhWViICOt9QBVoWUuUMxZ4fvi6miYAefPvs4jgM1IEJMWhUibF8oQgj+s6WqzcwunzqIc8b1BzDEF2ZiVUsVBflIQmC2WlEtVgaM6J0ajr4qZ/CHIsGxs1jsaiypa20zs1EDkvj/Zo/EalKYZlTViSghuxwXL15MdnY2kyZNwmazcd9990UyrqjEuaEaX1UraALTgPCtRVVRsIPP/+/vOGr2hzQzS0Iip198edi+UP6zpYoPtgYH4H8+JY9zD5qZQfiJVS31GzQEr9uFFtCwJib1zmRqXeD4Yh+6O4B5ZCrW0ekx19VYUtfKo5/txu3TGNn/sJkZRJ6QLTRVVVmwYEEkY4lqvCUOWr6qQPh0CICvtLnHoqso2MGqJS9zoLQIPeDveIAkYbHZyRkzjqkXXBJGM6tsZ2bnjR8QlvMaHJ1Y1VJTzX5AICtK71U12ejAV+IERUJ3eLHE2KoVR5rZiP6J3HyOYWZ9SUhDM2iPa3ttsBCxIoGtZyvlbvr0QzZ98h+aDxxA6FqHxyVFwWyxhd3IIGhm728Jmtn8yYaZGYSmctcOFNVEYlo6CckpYR2/BdDdAdgbzJxU06zIamyt+F56pJllJXLLOaMMM+tjDEPrJLo7AIBkVUDqfh//R089xK41q0M+bklMIiWrP7N++duwj1e8v7WqnZnNPckwM4PQWBOTCGZqyL0yobrp81Lw6iDJyGY5plagLq1r5ZEjzexcw8yigZCGVlhYiNPpRJZlHnvsMa699lrOPPPMSMYWNbR+vx9fuRM52YxtbDotaYFOC+9Q5mJtWQmN1ZX4XK6QxyamZ5LSvz/Tfv7LXjGz/2yuBGD+5FzDzCJIrGrJ1dyEaraSkjWAyedfFNbPZOvmGtybaw/OOVNR0q0xUxFkX30rj36+xzCzKCRkUsi9996L2Wzm2Wef5ZZbbonZZeN7irfEgeOLMvRWPwR0bKPTIadza58VbfiW9x7+M/krP6OmqPCoZiarJtKyB3LqTy7klPN+0itm9mVhU5uZXTopl7knZYf1/AbHJla09O13F/HlyrFs+H4BZTu2UblrJwGfF1dTY1ivIwI6zrUHl9Sxqagp1phJ069yeHnksz24vAGGZyVys9HNGFUcMylk5MiR+P1+Jk6ciKZ1HOs5EfAUORB+DUmWkO3BqvqMPPYA+b78rWz57CNKt2wi4PUc9RhJlhkwfBQzrvx1r1Yu/3BbFcv3NGKz2rhkUi4/mWCYWaSJBS19tWoqmlYPQHPzeur2XUPANxDVYsFksYR1/KxpeSmBZl8wo9emxExXY1m9i398V4NQzAzrZ+eWc0ZhMxtmFk2ENDRJkrjtttuYMWMGH3/8MTabrVsXeP755/nyyy/x+/0sWLAgZkr+HEJNNYMOQgFJlg4Kr/mox1YU7OC7d9+kdPtWOEqyxyEs9kTOuuwXnDZ3Xi9FHeSjbdW8uynYMrv4tFz+yzCzPiHatbRr931tZnYIJbEWLRAsTO1qbg7b+JlzQzWu74Nr7Ml2FT3FRMqM6E/TL6t38chnu3H5NcYPsHPLuYaZRSMhDe3xxx9n+/btzJw5k2+//ZbHH3+8yyf/7rvv2Lx5M2+88QYej4cXX3yxR8H2CZKEmmlDtqkkzzpYGaS8o6FVFOzgk78/SnPtgYKd0J4AACAASURBVKOfR5ZJTE2n35BhYc9cPBp/W7GH/2yuJNVm5sKxaZx/smFmfUW0a6mq6s32OwT4XSpmqxVzgj1sE6p1byBYEQRQks0oiWYCydG/9NKHW6t4euVeEkwKozIs3HLuKBLMRj5dNBLyXTGbzWzatInly5dz9tln43A4SE3tWhHeNWvWMGrUKG644QacTid33HFHjwOONP5KJ4rdROL0gSGFV7ptC5888xiuxoaOD0oSCcmpnH7xz3u9RXaIJ1fs4eU1pUiALElk2A3x9SXRriUh3D/YAVVfD0aSVZL7ZYVlQrUQgqYPi9Fag9nCit2E0HXICV+Bgt7gw61V3PN+PkIHi0nmyonZhplFMSHfmbvuuosZM2awYcMGMjMzufvuu1myZEmXTt7Y2EhVVRXPPfccFRUVXHfddXz66acdJmlqmkZ5eXn3XkFv4tGgKjgg7hYOKA8u0tjS0tIWb8HKz9j+8XsdK3xIErLJTP/hIxkz6zz6DRsZkde4qsjB2xuqEUIjK9FMkgXWlzRySk4U3t8QHHl/44Fo1lJF5T0d9gU0aK1LQpYDZI0ej0hM7vn7scUB25pAAqwyHosGYxJpSfJH7Xtd3ezj8eUlaJpGgllhQKLK1nIHU6M03qMRb1o6HiENrampiUsvvZT333+f0047DRGqvuAxSE1NZdiwYZjNZoYNG4bFYqGhoYGMjPa1AhVFIS8vr+vR9zLNX5fT6gRTtp3MEYPb9peXl5OXl8cXLz1H/ucfdzAzS2ISo6aexbgZP+71rsUj+TR/PytL3fRLSsBs8tMv2Xqwan5qVN7fUBy6v7HC8b4wollLhXu/bb9DgK8pCYvFij0tnQSrpcfvhe4OcKDoAJqsoKZZkG0mLHkpJJ8+KGrf6/IGF6+t3U2K3YYzAEMy7GhgaKmX6an5HrPtXFxcDMD+/fu7tSjhpEmTePXVV/n1r3/NgQMHcLvdXe5q6Su8JQ6ca6sRXo1AdWu7Cga1xYWs/Puj1Jbs7fA81WzhrPlXRqx78RCf5u/n7e+DH4Zf/WgI2SnWtqr52WrouW8GkSFatSREoP0OCeq3DUbXdSRZDksySNMnJWiuAEggW9Woz2qsaAwmgDg9ASYOSuPm0aPYVtFkaCkGCGlod999N3/4wx8oKirid7/7Hffee2+XTz5r1iw2bNjApZdeihCCe+65B0WJjcwgz54GhK99ur5laAoVBTv4ZslLeJqbfvAMibTsHCbO/WnEzeyzHYfN7IKJOVw4cSBwuGp+ebkhwr4ktrRkxqqOQU9q4sxLel4Mu+XbKtzb64JmZldRMqJ7AnVlk5tHlgfNbFBGAredNwq7RWXGqGDVfENL0U1IQxs9ejRvvvlmqIc7TSwmggBIqgwCMMsg02ZmH//9sY5mJsmcOven/Pjq30Y8zs927OfNDUEz++kpOVxwSmwsTXIiEa1aKit/FdDb7ZMlG7qmgSRh7uG6bbo3QOu3weWJ1BQLcoIpqidQVzW5efjTXbR4AuSlJ3DbeaOxW4wEkFiiw7s1bdq0kAevWbOmV4OJFoQQaM0+1Ewbpiwb9skD2LH7a9a9+S+8rtZ2x0qKwsTz5vWJmX2+s6bNzOadks2FE3N6ryq6QZeJdi3t2/d8h31682hqS4tRLVbWvfUa8s+VbrfSmj4pDXY1ArItursaq5rcPHSEmS2cM5pEw8xijg7vWDQIra9xbT6Ap8iBkmQi7aIRVO7dxbq3X+tgZqrFwvQrfh3xLkaAL3bWsHR9GQDnn5zNRRMHGmYWZUS7lny+jiWtdr6noWkB8HkJeLzdrhDi3FCNe2ttTHQ1VjW5eXj5bsPM4oCQo9Pbt2/n4osvZsaMGVx++eXs2bMnknH1Gd4SB81f7ENv9eOqbuTdPyxi2V8X4XW2tDsuISWtT83sjSPM7GenGmYWzUSvln6wBl9AQegCSZKQFQWXs3sVQoQmaP1uPxCcQB3NtRqrHUEza3b7DTOLA0K+c/fffz8PPfQQI0aMYPfu3SxatIjXX389krH1Ce5dDegeDZ/XTVNrDVa3hYD7iImnkkRiRibn37gwoin5h/hy12Ez+8kEw8xigWjU0tHGz0BCaBqqxYLFbmfyvIu79RlvWVXWVqtRtpmitqtxv8PDw58GzSw3zcZt540yzCzGCfnuWSwWRowYAQQHtc1mc8SC6kucNbX4XS48vlYEOrWew/MiJFnGmpTMlMuu6hMzW7nrAK99e9jMLjnNMLNYIBq1dLTxM1ejDUlRkGSFyfMu6Vbvg3tXAy1rqkCAZFNRM6Ozq3G/w8NDy3fhOGhmC+eMJslq6uuwDHpIB0M7lI2lqiqLFi1iypQpbNu2jcTExIgHF2kqlm+iJb8av+an1l1GhWs3dd5gcV9JUbAlJnP6xT+n37CREY9t5a4DLPl2HwBzTxpgmFkMEM1a6jB+pkP99iGYzGaSM7PwuVuP/sTj4Pw2aGayVUVNt0RlV2ObmbkMM4s3OhhabW0tAKeeeioAJSUlJCUlMWbMmMhGFmG8JQ5cK2tQJSuSrLSZmSTLpGUPZODocW2VPyJdSmbl7sNmNuekAVw6KdcwsxggurX0g9UgZJXW/TYQOshSt8bOAg0e9ENZjYkqQu/+yu69RU3zYTMbmGbjNsPM4ooOhnbjjTcCwZpwhYWF+Hy+iAfVFxR/8A2qJgMCT8BJP2seTdT1WeIHwPqSepauL6e0rpU0u5k54wcw3zCzmCFatdTYtB74QYUQzKQNGIintYXpV1zd5S51IQSOL0rRXQHMg5OxDErCMjQlqgzt0/xqnlxRiFVVGD8whYVzRpNsmFlcEXIM7ZprrkHXdZKSkoDgmk5/+9vfIhZYJCn9fD2+kmYsahpezY2ORoNW0+dm9sf38qlt9iKAy4emMX+yYWaxSLRpqbT0hQ77bJYh2JKSyMjNY9D4k7t8ztbv9+MpaAQJ9FY16sxseX41d7+Xj64JTKrM784ZaZhZHBLS0Lxeb5crgsci5Ss30/JpOQlqUHz13kpKPTsZN39On5kZwJsbyqlt9qLIEikJJhItJsPMYpRo05LTuavDvnTrAkpbNuHzeKgo2NGlFpoQAtfG4KKdarIF2ay0q33a1xxo9vDkl4XomiDBopCbZiO/0sHZo7P6OjSDMBNyHtrkyZP5+uuvqaqqavuLNzZ88C473lqOKkyAwK05adYasY3K7FMzW72nlpLaVgSQkmAiw25h6rD0PovHoGdEm5Y0zdtuW5KS2LOqjNrSYppqqlnz5qtUFOzo9Pn8Va0IDZBAsilRlaZ/oNnDQ8t3Y1EUTKpEbpoNgcTUoYae4pGQLbT6+nr+8pe/kJycDAS7SZYuXRqxwHqb8p35rHt7Cf2kXEYmnooO+IWXZqmeaRf8d5/F9XVhLa+sKyXNbuayIWkkW01MHZbeVmjYIPaIPi21X75GCInizevRtQA+l6tLFUKEEDSvKkd3B7CMSMU8wB413Y0HWoJm1tjqY2xOMjf9eCQ7qh1MHWroKV4JaWglJSV88sknkYwlYpTvzOfDxx8k4PWi2k04/PUIIdjr28yoC2f1yRwzgDWFdbyyrhSA2WP7s2BqntHNGAdEm5Z+2ELTfV5kWUHIwSVjulIhpHX9fryFwYU7tSYvljNzosLMalu8PPxp0MwGpFi5Y84YUhJMzBprdDPGMyG7HEeOHMmWLVvw+Xxtf/HApk8/5N2/LsJ1sGJ+f+tg/LqXMmUPP/pd3yWBrN1bxz/XlSAE/HhslmFmcUQ0aSmY4dh+CRRdVxCahiXBjjnB1ukKIUIXtG4IlrhSUyzIpuDYWV9T2+LloU930dDqo3+KldvnjCYlwUgAOREI2UL7/vvvWbVqVdu2JEmsWLEiIkH1Fps++YDVS15CCwRr2A22j6OfNQ+v5GbKr+f3Wcts7d46Xl4bNLNZY7K4Yuogw8ziiGjS0tEyHN21pmCFEEnuUoWQlrUVbSWupChZuLPO6eXh5YfN7I45o0lN6PvKLAaRIaShffDBB0Bw+fiUlJSY/4It35nP10tfbTOzTMtATkqbjqpYSEhIpZ+9b5YpP9LMzh6TxZWnG2YWb0STljpkOOrQUJCNyWwmfeDATlcI8extxLmqEjSBZFWiosRVnTPYMqt3GmZ2ohLS0DZs2MDixYvRNI25c+eSk5PD/PnzIxlbWNn40XsEvJ627UH2sZhUCxZbAuYBSX2SZryuqL2Z/cIws7gkmrT0w/EzZBvu2iQkRULootNjZ66NNQhNIJllTOm2Pi9xdaSZZSUbZnaiEnIM7YknnmDJkiVkZmZy7bXX8sYbb0QyrrDy2T+epmjTehDB7K5+tsEMsA/DYrKhJllBok/M7KU1B81sdD/DzOKYaNKSJCnttmXspGXnkpo1gGmX/7LTmY2aO1g6S05QEaJvS1zVO4MJIEEzsxhmdgITsoUmyzKpqalIkoTFYsHew+XY+4oNH7zL9hXL28ysf+IwJvc7j0RLCiBjGpRI4uTsiArym6L6NjObObofvzhjsGFmcUw0aUlRrASOqHolYcGWlETOqLGdHkP2lbcgAabsBCzDUrEOT+0zQ6t3enno093UOb1kJVu4fc4Y0uyGmZ2ohGyhDRo0iMcee4ympiZeeOEFcnJyIhlX2Ni8/MM2M0OS6GfNI9GagqyaUNOtmDISIirGb4vreXFNMULAjFH9uMows7gnmrTk97evsq/53DRWV+HtQnX9lrVV+OvcmAclk3LO4D4zs4ZWHw8vb29m6YaZndCENLTFixeTnZ3NpEmTSEhI4L777otkXGHh478/SkttTdu2JMtkDh+MJKkICWSzEnEz+7+vg2Y2fWQmvzzTMLMTgWjRUln5q+i6s92+5hqNlvo6dn+zplPVQVo31+Dd04ju8uMtdvRZmn5Dq4+HPt1FbYuXfkmGmRkECWloPp+PWbNmcf311+NwONqWwugq9fX1zJw5k6Kiom4H2R2+fuNlClavbNtWzGYGn3wag7NOApOMKctGytyhETO0744ws2kjM/nVWUMMMztBCJeWoGd6qq5e1m5b16Bmcxq6puFpaWbn6i+Pew7XpgMAKInmPpt3FmyZHTazO+YaZmYQJKShLVy4kPz8fB566CFMJhP33HNPl0/u9/u55557sFqtPQqyq1QU7GDTxx8GNyQJSZJRVBOnj5uHt8gBAR0REMc+SRh5ZV0pd727jQanj2kjM7naMLMTinBoCXquJ0lqP7nY70zEVWNHVhWQZATH1oTm9KF7DyaD9FHNxhU7a7j6pe/YXd1CZqKF2+eMNszMoI2Qhtbc3Mzs2bOpqanhmmuu6VZ1g7/+9a9cfvnlZGVFrtzMpk8/5J0HFxHwHUxPFgJkifEzz8FcExS0khS5X5evflPK45/vocHpp67Vy7jsJMPMTjDCoSXoBT1pKpIkoZotJGf2Y/yM2cc8vGV1BborgGmgHevodFLOGxJRQ1uxs4bfv7ON8gY3ZY0uzhmXRUaiJWLXN4h+QmY5+v1+XnrpJcaPH8/evXtpbe3akuzvvPMO6enpTJ8+nRde6Fid4Eg0TQvLKtC1xYWse/s1/B53cIckISsKWSNGM3LKbLyf14Kuocsafrcbj92KoxvXbWlp6VS826paeXFVOUJopNpMZNhkvthaSo7J3eVr9oTOxhstxFq8x6OnWoLO6+lYWnK5DhzeECAkF7JqQlJV8k6bikhMDn3fy12wvg4QBAjgtdtAbYby5i6/liPp7Hvt8AR4+JMSfIEAFlUhO0ll/e4KxiT5e3T9rhJrn81Yi7enhDS0O+64gxUrVnDdddfxwQcfsGjRoi6deNmyZUiSxDfffENBQQF33nknzz77LP369etwrKIo5OX1vFJH+Xdfo/kPfsAlCVlVSc/OZeblvySlzow3NRF5kBk11dKjiuDl5eXHjXdDaQPv7qohIykBIXsZmJaAXxecO3EoeXmRrfTdmXijiViM91j0VEvQeT0dS0tVVak4WyuBYL19zatiT0klJas/CVbLMe95/ZpdeCQZ2aKgplixtFpIDodmO/FeN7l8PLt8NwlWCya3xpB+dkAytNQJYjHenhDS0CZNmsSQIUNwOp3MmjWryyd+7bXX2v6/6qqrWLRo0VHNrCfs2n0f+/e/h6JYSbFcwI6v9rRVA5Ekif5DhjPjyl+TnTeSuq8K0Fv9JJ/SD/upvdsFunFfA8+vKkYIwX+dnM1JOcl8v6/RWLbiBKWnWoLw6ElWDs9/kwDNpyIpEpoWOGaFEKHp6K7gD0XJpiL0yE2kbnL5eGj5bmocHoZnJXLdrOHs3t9iaMngqIQ0tEWLFrF69WqysrIQQkTBGk7t2bX7Pior/wmApkGN+x+YMvtBbQaSopCaNYBhk6aQO3Y8jR8VEzjgQrIotK6vbmuh9QYb9zXw3EEzO3N4Bv/9o6HIssQZwzN75XoG0U+0aEkI/xH/gyQrJKVncdb8K445qbplXSWBRi9KugXbuAyswyIzkfpIM0u3m7lj7hj6JVk4d9yAXr+2QWwS0tC2bdvGF198gSyHzBvpNP/61796fI4fcsjMABAgyYKUoU4admUiywqBgJ/cMScF58vsagBATbUgyXKv1W3cuK+R51YVo+vtzczgxCacWoLu68nvb2r7XwBC1/A4jz0G5ilqwrm6EhEQKLIpYmbmcPl5+KCZpdnN3D53NP2SjAQQg2MTUmGDBw/G6/WGerhP2fD9gqPud+xLRjGZsSTY29Z0cuXXIVlVJLN8sABr76QaB82sCF0XnDHMMDODw0SDlhqb1uP1VgPB1pnQIOAxYbLZqNiVH/J5rk0HEAGBpEooieaIZAY73H4e/mwX+w+a2R1zR5OVFNmpPwaxScgWWnV1NbNmzWLw4MFANCwbf5jm5vXttgUQ8EJT4QAGnXQKUy+4hNyx49FdflybDqC7A9hO6YdiVXtlefjNZYfN7PRh6fxmmmFmBoeJBi1VV797uMtRgB6QaNidjFV1hxw/EwEdrSU4xUC2myJShNjh9vPw8l1UNx00szmGmRl0npCG9uijj0Yyjk7zw9aZEMG/fZ8PQVFkElPT2sYDmleW468Jjp35y1pImBP+eTObyxp59qugmU0dms5vpg0zzMygHdGgJa+3FtA4NHfa67Ah3DkMOHVkyPGzltXlBBo8wbGzsRm9XoS42XPYzFITDppZsmFmBp0npKGpqsrDDz9MY2Mjc+bMYfTo0QwcODCSsR2VH7bOAPxucFYnYDKLtmoHWqsf95FjZ0r4x862lDfx7FdFaAfN7H+mD0MxzMzgB0SVlqTgD0DNq2BNTAo5mdq9p4GWtVWgg6KYI2Nmn+5uM7M75xpmZtB1Qo6h/elPf+KSSy7B5/MxefJk7r///kjGdVS2bruh3fah1lnZF0NQVBOq1domUPf2WuReHDvbUt7EMyv3oumCKYaZGRyDqNLSoepWknTMijWt3+0HHWSLgpJo6tWxs2aPn0eW76aqyU1Kgik4ZmaYmUE3CGloXq+XM888E0mSGDZsGBZL32cY1dUtP7xxUJieRgV3XRKWBDtnXHw5uWPHozl9tG6uRXcHSJjYD8vw1LCW6SmocbWZ2eQh6fzWMDODYxBNWjrkZ6rJTEJyylETQrRWP3prcLxNTjT16rwzp1fjkeW7qWw8aGZzxtDfMDODbhKyy9FsNrNmzRp0XWfLli2YzX1bALSs/FU4oniqIDj/bM+/R5GQksSwSVM4be48AJq/Km+bd+YrawmrmW2raOJfGw9gtliZPCSda2YYZmZwbKJBSxZLcBK2BOg66H5LyAnVji/2oTn9mHLswQU8h4U/kQqgxePnH9/tx+FX2sxsQIphZgbdJ2QL7b777mPZsmU0Njby0ksvdatcTzjZt+/5tv8PrddJAJAkQLR1NereAN7dwUUM1bTD887CwRvr93HLm1tocPuZNCSN304fapiZwXGJBi3ZE0YQtDOQkEmwDGfaz3/ZISHEtbUW95Za9FY/wqP1mpl9tfsAv3zxO3bXugwzMwgbIVtoAwYM4PHHH49kLMfE56vvsK9+TzqKopI1/HCmlmd3Y3DemSeAJIdv7Gzp+jL++sluJMCiwql5KahKeCbKGsQ30aAlf6ARSbKg6V78LjOZORkdzEwIgfO7KgCURBOyVe2VIgSr9tRy57+34QvoCHRunN3fMDODsBBD38jtq2prGjRsG05azkBOv+BSIFhzrnX9fnR3AOtJmWEbO9te4eD/vi5GAtITzeQkm9m4r+m4zzMwiBYkyYIQXiQEqs1LxY6iDitUt27Yj7/OA7oenHfWC0UInN4AT3y+B19Ax2JSyEs1U1TrPP4TDQw6QUwYWnD87CCHuhs1UC1mJsye2/ZLs2VdJb5KJ7onQKCqNSyTqPMrHTy9spBkqwm7RaV/kgVNwNSh6T06r4FBJGlt3Y3QRbC7XggsKc52CSGeoiaaP98Hfh3JoqD2s4V9vTOnN8Ajy4O9HLIskZtmRZZkQ0sGYSNkl6PH42Hp0qWUlJQwcuRIfv7zn2MymUId3qtUVBw2tEN+5q63Yk9Jw+cOri0lNIF7Sx0AaooFSe35vLP8SgdPfVlIQBP8eGwWkwansnFfE0PsAaPSt0GniQYttTY3HJFSJeH3+9olhLg2HyxxZZJRM2yoadZeMbPyBheDMhL4nxnDKK51GloyCCshW2i33nortbW1TJ8+naqqKv7whz9EMq52eDxBozqkSKFD7ZZc3M6WNlF6S5pAlpDk4NyZnnaX7Khy8PSXewlogol5qVw7czhnDu/HjT8eySk5iT19SQYnENGgpeZy9xFz0MBmGdbWsyGEQHMfTNO3KUB40/Sd3gCPfhY0sySryh1zx/BfE7INLRmEnZAttKamJm6//XYAzjnnHK644oqIBfVDhAjWkzukR12D1mobJ597JrljxyN0QcuaquDY2dh01HRbj7obd1Q5eGrFXvyazsS8VK47e3inEkAcDgcOh+OYE1b7Ao/HE1Or1kZzvEIIUlJSSEnp/Gerr7VUUbADV+sBElJAkkHz2MgZPqjtced31QRq3Mip5uDyMCPSwmZord4Aj322h7L6oJndPncMOam24z7P5XLR0NCAEOK4x0aSaP5sHo1ojrc7WjoeIQ1txIgRbNy4kUmTJrF7925ycnLw+/0IIfpgHk2g3ZbQISN3MAkpyQC0rKvAt68ZFIlArRv7pAHdFuTOquY2MzulC2YGQUPLy8uLOkPz+Xx9Po+wK0RzvEIIysvLuyTCvtZSRUE+QijIJhCahCnBT1r2cAA8xU20rCgLLg9jV8NqZi5fgMc+38O++laSrCoL54xmYCfMDKCuro6BAweiKEpYYgkX0fzZPBrRHG93tHQ8Qhraxo0bWbNmDSaTCb8/2B0xZ84cJElixYoVYQvgeAQTQrR2+0QgAZPNSu6YkxABHdemWuDQ2JnS7bGzgupmnlxRiF/TOTm3a2YGwSrq0WZmBuGlO+9xX2spd+xJVH/jQ/dJIKlYrIPQtBYgOO/s0PIwcpIlbGn6Ll+ARz/bQ2ldK4kHzSw3LaHTz5ckKerMzCC89Mb3ZUhD++ijj4Bgd0lKSkqffVEfOaEaAAFyy6S2SaHu/DokJVivsSdjZwXVzfzti8Nmdv2s4Zi6Oc9MCIHm9x/1sYpdO6navZOc0ePIHTPuqMcoJpNhjHFEX2spd+x4Nn/XH0mpRzGZMdtMpKZOQQhxuMSVTSVcY2dHmpndorLwvK6Z2ZEcS0twfD0ZWjqxCGloGzZsYPHixWiaxty5c8nJyWH+/PmRjA0Any9Y9eNQV7qmQWNhfzgNdJ9GyzcHx85OykBNtnRr7GzX/sNmNiE3pcdmtvq1l2mo7Nhv7W5pobG6ApDY/On7pGXnYktK6nBc+sA8Zlz56w5C9Pv9PPTQQ7S2ttLU1MSsWbOO+56888472Gw29u3bx1VXXYXdbj/qcc888wzl5eUIIZg0aRLz589n69atvPzyyyQkJOB2u7n00ksZPHgwr7zyCnfffXfbc3/2s58xfPhwhBDYbDbuvffedll8b731FmeccQaDBg3q1DVffPFFEhMTu3zN4uJiCgsLmTdv3jHvSaTpay35PR50zR9c2R0ZoQf3t67fj3+/Kzh2NjYD68iedze6fMExs0Nmdvuc0eSld9/MQmkJOqenUFqC7unpvffeIz09nb1798aEnrZt28aSJUu6dc1o1dOxCGloTzzxBEuWLOGmm27i2muvZcGCBX1iaLJsRdcOr/ar+yQCHi8Vu/JJKrPjr2pFMskE9ruwn5LVZUHu3t/SZmYnDUzh+rNHdNvMjofH2QJIyLKMrut4nC1HNbRQvP7660yYMIELLrgAgNdee43CwkLeffdd7rjjDu655x5+97vf8fTTT6MoCmazmZEjRwJQWlqKpmm88MIL1NXVUVNTw4MPPojNFhzT2LhxI08//TQ2m40PP/wQXdd54okneP755zGbzQghWLVq1VHjys7O5pFHHgHgq6++4q233uLKK68EoLGxkaKiIi677DL+/e9/s2vXLqqrq7n33ntDXvPpp5/Gbrd365qvvfYas2fPbntd0UBfa+nb/7yFRjVCk/A7ZXSzBcfOHZhX6ofHzsJkZo9/voeSMJhZZ+gLPQ0dOhSIHT099dRT/OMf/+j2NaNRT8cipKHJskxqaiqSJGGxWEL+EultdF3jyDwnzWPC5Wwmd/h43CuC5bDUtO6td7Z7fwtPfBGsWnDSwBRumDUCs9ozM5MkiRlX/vqo3SQVu3byzb9fR1FUNC3AmZde0aVukqKiIq6//vq27UMf8urqampqapAkiZ07dzJu3Dguu+wydu7cya5du9qOd7vd7N27l4ceeoiysjI07fDY5O9//3uefPJJ3G43EydOpL6+ngEDBmA2m9mwYQPLli2jrq7uuHUIx40b104033//PaNGjQJg1apVPPXUU9TU1KAoSshrmkymbl9zxQUyfwAAIABJREFU2LBhbN26lTPOOOOYz4kkfamlioIdbPn0Q/qfIZBUHSG8eFsdWJpGoYdx7Mzt03j88z0U14bPzI6lJeicno7V5dgdPeXnH56MHit66sk1o1FPxyLkt/egQYN47LHHaGxs5IUXXiAnJyeScQEHE0JE+7I4kgyT511MOv2RzAqSKiGpcpfHzvbUtPC3FUEzGx8mM2uLUZJQzeYOf0NOnsj0Bb9i0MmnMH3Brxhy8sSjHhdKgKNHj2b9+sMLnN5///34fD7mzZvHwoULueSSSwgEAm3Pr6ysRNf1tuM1TWtLg25sbMTpDN7buro61q5dy5133smiRYtYvXo1drudiooKnE4nU6ZM4cEHH+zUa9+yZUvbr9hD9+LQ4H4gEMxWdTqdFBUV9co1FUVBlqOrAE5faqlo43fYMptJzPIgNEAOkJF+HmaCk5lla8/Hztw+jcc+301xbSsJB8fMwtUyC6WlzurpWONn3dHTkdMIYkFPlZWVcaenYxGyhbZ48WLefvttJk+eTEJCAvfdd1+XT+73+7nrrruorKzE5/Nx3XXXMXv20VfIPRr79j0fLBB+RBPNnjSCU2f9F7X/zG+r2agmmTs9dra+pJ6Pt++noLqZRIvK+JxkbgyjmR2P3LHjQy55fzzmz5/Pn//8Z1atWoXf72fatGmYzWZmzJjByy+/zMknn4zP52PRokUUFBSQlJTE4MGD256fmJjIkCFD+POf/0xTU1Pbe5qZmUlTUxM333wzqqoycOBAEhISuP3227njjjuwWCz4fD7OPfdcANasWcPChQsB+N///V+qq6tZuHAhmqZhMplYvHhx2zWnTJnCU089xUUXXcTMmTNZvHgxDQ0N/OlPf2LdunVHveZdd92FzWbr1jX37t3Lz3/+827d396iL7XU6mjC1q8FgQyomM2ZJDcOxFfuRE42Yx2XgW1U97sb1xTW8sSKQnRNMDA9gdvPG82gjN7rZvwhkdbTkSuNx4Kebrnllh5dMxr1dCwkEWLmoqZpvPPOO1RXV3P66aczcuRI0tO7VnNt2bJl7Ny5kz/96U80Njbys5/9jK+++qrDcYea9T9kxZfjEcLTti0EDM58gAH1p9OypipYpifdSsqcztWcW19Sz30fFlDV5EbTBbPHZvHAxSd32czKy8vJy8vr9P7exOPxcMstt3DllVcybdq0ox7z/7d33mFRXXkf/0yDgaE3JTEWULGtvcQYa1Bi1GRNNGoS6/omKrElKEowsvYWjdHY9l1fy2bfbIrJa0xij5roioiJBRTBQlGEAaQKDDNz3j8IE5EZmgIDez/P4+Nz75x77m/O3C+/e86953vqei7Kt99+S+fOnWnevHmlylc33mvXrpGUlIS/v3+Vj60Kj/7OFf3udaWlpKtRfP/JGhQOKTz9fDw2Dkpc8nvR+PJE0CmR2ylxG936sZJZ0FeXKNQZkMkhbER7Xu78dMUHPoQ1aQkq1lNdawmqpqfHibc29FRVLVWExR7ahx9+iJeXF2fOnKFDhw4EBwfzt7/9rUqVv/jiiwQEBJi2Lc0rMRgMZmezG4qKkD8UobEIbv2aiV16MggD2Mkx6HWk/pYASpcK4/ni33dITM9FJgM7pRwXZREpyXeq9J0AcnJyzMZbUFCATqercn2Pg1wuZ+PGjQAWz20wGGo9rod56aWXAMvxPUp14/Xx8cHHx6fGv2tV3RfqSkvRZ0+jLyqiKMOVorxMlHY52Kf2xFgoA5kRo42otHYepVBvZM33N8kv1KGUy/F2VHH5VjJd3I0VH/wQ1qQlqFhPda0lqJqeHife2tDTk3YysZjQEhISWL58OefPn2fQoEHs2LGjypWXPPzOzc1l1qxZzJkzx2w5hUJRJisnXY3CUGgsldAMRSo6PtMD1QMZhoICVBq7YvuUzk2xfab8u8y41BwSc5JAJkdjq6Cxsx0BXXx45pmqG6OWd1dZ13dv5rCGu8qqYO3xqtXqMneV5VFXWjL2eJa4X45j75mDrXMuSpUKoywNGQK5rQ1KO9tKaedRCooMbDh6HaXKBoWiiGbuGpQKOYM7t6iyniQt1SzWHm9VtVQRFhOawWAgIyMDmUxGbm5utR8MJicnExgYyBtvvMGIESMqfVz85V8xyFWoNH/cHahtm2CbZIM+P7/Ys/F3R/CKhkziUnPZcCQWB1slA9t40txdQ29fd8nlW6JWqCsteTR5BlfvJtg+dQm1xgmZ3IAq3xWjcx72TRuh6dqoysONJcksLiWXp1ztmPhccxLvP6BnCzdJTxJ1jsWENmfOHN544w1SU1MZM2YMISEhVa48LS2NKVOm8OGHH9K7d+8qHevs1ZjM+79vCJDJwDsr4A/PxtQHlRLkDW0uG45cp6DIQBtvR2a90ApbZc1a6gghMBrNd9MzMyPJzIrAxbkHLi7dzJaRy8t/O6sqpKWlYWdnV6t3aTqdjtzc3Co/J2qo1JWWHmRnYefoiIOmKwrVaexvdkWV0RiFuwbXP7dEVsX5lgVFBj4+GktcSi52NgreH+JHC4+anYJQnpagYj09SS1B8e/g6elZq8v/SHqqPBYTWs+ePTl48CAZGRm4urpW66LYtm0b2dnZbNmyhS1btgDw97//vVJ/XDOzIlHaF1/IMjkg1NjFtykO2smmUp6NN7S5rP89mfk1dmTmoNpJZnE3VvMg70aZz3RFmTx4cAOQkZS0G3t7X2xUZZ9f2Gt8aekbXKbN9+3bxzfffEOjRo0AmDp1Km3atCk3no8++oj333/fNGRlMBhYt24dGRkZKJVKFAoFixYteqIC/f7773F0dCz1MHn9+vW89957Fo/p378/PXr0AMDOzq5abwICbNy4kenTpzNmzBh8fYsNeJs1a8bMmTPZvn07cXFx2NjYoNfrCQkJ4dixY6XadMCAAaZrf8KECdWK4VHqSkv52Vnk5+Sgy1fh59oX55u9UQoHFHlqdAk5VeqdFRQZ2HgsltiUHNQ2Ct4b3LpWkpklLUHl9GRJS1A9PX388ceEhoaa9GLtejIajTg6OpZ6U7IqWKOeyqNMQhs/frxFwe3Zs8fsfkuEhoYSGhpa5aASo6+QkvINTn9Mv8AhswMqWxcoKJ47U9G8M1My0xUns1kvtEKtqluzU31RJiBDJlMghAF9UabZhFYeEydOLHNhFxQUEB8fT1hYGEeOHCExMRGtVsu8efOIiori4MGDvPXWWwB89dVX+Pn58ec//xmAqKgoMjIyiImJ4cSJE+Tn5zN06FB8fHzYsGEDTk5O+Pj4MHDgQIKCgujVqxc3b97Ez8+PqKgoFi9eTHh4OJcvXyYrK4tJkyZx7tw5CgoKyM7O5vDhw/Tu3Zu4uDiEEKxduxa9Xk92djYrV640XWvt27c3ORWUPIQeMWIEAQEBXL16lZUrV7Jz504KCgrQarWsWrWqzB+Nn3/+GR8fH2xsbEo5H0Dxa8pFRUWsXbsWKHZ6SE9PN9umAOnp6SQnJ+Pt7V2l3+dh6lJLQggiDnyL9vZN1I6OGK7+CbneFplKidzBpkoTqUuS2fV7xcns/cGt8fGs+3XM6kJPV69e5fvvv2fcuHGA9evp4Wdo9V1PlaFMQivJ5J9++ikvvPAC3bp149KlS/z00081GsjDnP9uH3g+oORvgTDIcUschlxvh21bxwrXO7v5UDJrXcvJTCaT0dI32OwwSWZmJLdub0QmUyFEES2az67yMMmePXs4evQorq6uBAcH07dvX/Ly8tBqtURFRZGcnIxGo2HAgAF4enrSrl07XnzxRdPxUVFRTJs2DYCVK1eSnJyMv78/3377Le3atcPOzo7w8HDOnj1LYGAgPj4+BAYG0q9fP1q0aMHcuXOZNGkSgYGBfPXVV0RFRbFnzx569+6NTCYjIiKCHj164OTkRHZ2NgEBAYwcOZLw8HBu3ryJSqVi/vz5xMbGUlRUZBJbdHQ0CxYsAMDX15f/+q//wt3dnXfffZf//u//JiYmhrt379KyZUv8/f3NPoc6efIkEydOBIqfN5XUN2rUKKKjo+nVqxdQ3NuJjY2lbdu2uLm5mdoUYNy4cXTq1IkOHTpw5swZXnvttcr98GaoSy1dOXGExKiLGA0GdPn5KHWa4nkvNoCMKiWzTx5KZu/VYjIrT0tQOT1VNORYVT21adOGYcOGmY63dj0ZDAbatm3LlClT6r2eKkOZhObj4wMUjxWXvB46ePBg9u7dW6OBPEz63URcPf6YHud26yVs070x2uorXO/sVlpeqWQ2uw56ZsWz+W3L7Hd3fw65QklmZgQuLj1wdelZ5bonTJhguvt58OABW7ZsYfr06bRt2xYofqVXpVKxe/duCgoKyoi5TZs2nDx5knHjxrFw4UJOnTrFzZs3MRgMzJw5E51Ox5kzZ/jtt99Mx5S4jTg4FP8hs7e3NzkWCCFQqVQEBQWRlJREYmIi9+7dMx3r+JC3XomzAUBqaire3t4mAbZr187kZFDSQ7O3L56gq1QqMRqNvPXWWwgh2LZtGzNnziwzd1Emk6FUFl/S3t7epZwR8vLyOHnyJD169GDatGncuHGDzz//HDc3t1JtWsKTcEioSy1dOnoQYTAiU8hpYd8Je50XRXYZyH11OHfvWKmEVqg3sOl4LDH3clCripOZby33zCxpCSQ9VUZPD/fQ6rueKoPFZ2gAX375JR07duTXX3+tNXPKm79G8CDzPg4PVAgBykJnnO71BrkMpau63Gdnt9Ly+OhwDPk6A60a1U0yqwhXl57VEp45lEolNjY2HDt2jISEBFxdXUlKSiI2NhadTkfLli2JjY1l165dJleAMWPGsG7dOmbOnImNjQ0KhYLZs2fTrFkzgoOD0ev1TJ48mTfeeIOPP/4Yd3d3nn/++XLXpnrttdeYP38+OTk5zJ8/H4VCwfbt2xkyZEipcn5+fnz55ZcsW7YMnU7Hc889Z/osKirKFKPRaDRr03P48GFyc3PRaDR4e3uzYcMGpk6dahL5gAEDCA8PNw3/PEz//v2JiYkhMDAQtVqNwWBg2rRpREdHs3v3bg4ePAhAx44dmTBhAhcvXnyiK0vXppYSo6+QcScJIYw0smlBW6euKITAYDSitT+Ag2sjbCn/GizUF/fMriUXJ7O5dZDMKkNt6+natWv8/e9/Z+7cuYD168loNCKXy1mxYkWZ89RnPVnColOIVqtl586dxMXF4evry6xZs0wZ/knzsLvB4R2biA0/g0vrVLy63sY7eir2GW1QyVxQP+2OMAqch5R1Brmdlse635NZy0YOzPVvXWPJzNrcDSrC2ueiPMrjxLt161b+8pe/PNb3TU1N5eTJkxYd8avqblDbWsq4HMnFwz8gjEaedRuBh9oLbHQU2aei905H/bw9LZoHWqyjUG9g07E4riZnY6uS897g1rT0qryLfVWQtFSzPG68Na2nWnMK8fT0JDg4uNoVV4ekq1HcvR6DriAfL1rT/OxEbPIbIZRGhF0RCje12Vf1SyUzr5pNZhLWzfTp0x+7Di8vrye6vEtta8nt6SaAoInGD2eVB3KZLXp1FgqZAw88LtPYZZzFY3V6I5uP104yk7B+rFFP5VHukGNtkhh9he82rEJT6EAft5F43vdGLpMhE0r0qlQUDq6midQPE5+ex0dHrv+RzAZLyUziPxsnd0+aeXWireiGra0dMpUSVVNvCpvH0rTtOItDdDq9kU3HY4m+KyUzifqJ1SS0iO++xkXnTjfPIdgo1ChQYFTkgjAiM9oi9AazyWzd4es8KNRLyUxC4nceZGXyjKI1SmyLLa7c1agbueLd27x5NZRNZnP9pWQmUf+wmNByc3M5depUKWNKcw8HnwR3r15GcdNID88XkcsUGIx6ZHKBQVmAUGRR4JKAU0+fUgntu9/usvlEHBqVgu4t3JgjDTPWGEajEa1Wa5osKVE1alNLuelppH55ilY2nREqIwrH4mcf5b3VeCZOy6bjcRQWGWnsomaOf2taNZKSWU0h6anmsJjQZsyYgZeXl2ki3JO0jynD/SI6OD2HQI5SpiTHcB+1vQKdezy5z1xANMpF08jJVPzcrXSWfh9Nkd6IrUpO35Ye2NlYTzITQoDe7Ls2FN7OojA+G9tmTtg2t/BHRikz297x8fFs3LgRjUZDQUEBCxcufCJ2ODNmzDC5T5jj/PnzREdHM2nSJNO+h509NBpNtZ0IzBEREUFsbGyp81UU46MkJSXx888/ExAQwIoVK1Cr1eTn5zNr1iwcHR3L7Lt37x6rV682vWrfsWNHRo8ezf/8z/+UWtW4OtSmlu5fv0VrVVdkMgWFRQ/QGQw0G9LDYkI7dyudD/dHk55TiEwGb/RqRmsrSmblaQkqoScLWoL/HD2Fh4dz9erVBqOn8rCY0IQQpWaG1yS2Cjt0hkKKRCHIZKic1DiPdCdB9zlKmQoh7HFx6WEqf+5WBi72KoxC4Kmx5WJSJn1be9ZKrBUhhCDrx9voUx+U+cyQV4Q+LR+A3NN3UXrYodCUtchRetnjPLR5GSH++9//pn///rzyyivExcWRmprKZ599RlZWFlBsSRMQEMC6devQaDQIIQgLC2PEiBG89tprpKam8v7777N9+/ZSDgFarZZly5Zx+/ZtFi9ezM2bNzl48CBCCF599VXOnTvHhQsXGDVqlGnuzMPOHiVU5ETw2WefkZSURGZmJnPnzmXTpk00btyY69ev4+PjY5r30r17dw4dOkRycjJyudz0QkV2djYfffQRCoUCOzs75s6dS0hICK6urqjVatOr1AA7duwgJCSEiIgIfH19mT59OikpKcTHx5OQkFBmH8DLL79cSvQAzs7OXLx4kU6dOlXlMihFbWrJXuFAoTEfuZBTYMijMKOQ1i0sr2d17lYGTrZK9AYjbvY23MvOr5U4K0N5WoLK6cmSlqB6egoJCSEgIKDe6Ekmk9GnT58GpafysDjTzc/Pj4sXL6LT6Uz/aop8Yy75hhyKRCEypQzHAU3w/FNvfHzn4urWq/j/hx5k92zhhou9DY0c1Rh+364PGPOLJ0LK5LJS25Vl9OjR5OXlsWTJEj7//HM8PDyA4rWyQkNDOX36NCqVipEjR9K1a1d+/fVXAJo2bcrbb79Nr169+Omnn7h79y5ubm6MGzcOuVyOWq0mNDSUUaNGERkZyRdffMGKFStYunQpe/bsoUePHvTr188kPvjDiWDBggXs3LkTwORE0KVLF5MTQcl5CgoK+Pbbb1Gr1djb25tie/3113nzzTdxcnLi/fff59q1awD069ePhQsXkp+fb5pY+t1335GXl4e9vT3x8fHk5+eTkpKCr68vQ4cOLdVWqampqNVq+vbtS5MmTViyZAlbt27Fy8vL7D6AAwcOmL5TyeKZXbp04eTJk1X6nR6lNrWkkxVSZCwg35CDXK7Aod1T5Zbv2cINpVLO0y52KJXyeqMlqDs9NW/evN7oKSYmBmhYeioPiz20c+fOcfz4cdO2TCbj2LFjNROEuwNpnom4q7xx7eVLkwGdAcuTJnu2cCdoSGvO3cqwumUrZDIZzkObmx0mKbydRfbReGQKOcJgxMm/WZWGSfbs2cPLL7/MG2+8wY0bN9i1axe2trYm42G5XM6ZM2e4cuUKI0eOxMWl2NeuZKqhTqdDqVSWcQgomUhZ4iBQ4mQAxeP95mJ52NmjhPKcCCZPnoyHhwdBQUFER0cDxX5wDg4OpgmtJe0HxeskQWmHASEEAwYMYPjw4Xz77bfI5XIWLFhAamoqYWFhfPbZZ6YJqyW+dPv378fPz48RI0aQm5tLWFgY/fr1K7Nv9OjRDB8+vMwd5ZNwOKhNLbm0bo428Rx2uba4dG5Ox7FDyy1fX7UEldRTOUOOkp7qp57Kw2JC279/f42d9FEat25Luz9XzeOrZwvrXc9MJpOBquxFq27likwpNzmdVHUtqr59+xIaGopGo0Gn0xEYGMjhw4dLlXFzcyMhIYEvvviCjIwMCgsLuXnzJqtWrTI9J9i0aVMph4BHef311wkJCUGhUPCXv/wFd3d3Nm3axLBhw/D0LB7afdjZA6jQiaBVq1Z07tyZ0NBQ7t+/X6Gb/smTJ9HpdLi4uJju+IYPH86iRYsIDw/Hzc0NpVLJ9u3b8fDwoH379qXcF9zc3MjPz6dXr14sX74cGxsbdDodb775Js2bNy+zD4qv+StXrgDwzDPPMHv2bM6fP8+AAQMq8etYpja1ZOfsQkCo+cU/LVEftQR1p6e4uDhJT3Wop/Kw6BRy7Ngx/vnPf1JUVIQQgszMTL777rsaCeJhp5D6QH1zN5g2bRrbtm2r6zAqzZNwY9BqtRw5cuSx7Hby8/P5/PPPmTx5cqn9VXU3kLRkmfqmJZ1Ox5w5c6r0QkVd8qScTWpKT0/aKcRi3+/TTz9l9uzZeHt7M3LkSFq3bl3tk0jULZ988kldh1DreHp6PrZ3nJ2dXZlkVh0kLTUs6ksye5JYk57Kw2JCc3V1pWPHjgC8+uqrpKSk1GggEhINFUlLEhK1g8WEplKpiIiIQK/X8/PPP6PVamszLgmJBoOkJQmJ2sFiQvvrX/+KXq9n+vTpfPHFF8yaNas245KQaDBIWpKQqB0sJrQSW5YLFy4QGBhYZsE2CcsIISgoMpj990uslg1Hr/NLrNZiGQvv6bBv3z7Gjx9PUFAQs2bN4tSpU7X8zSpPUlISy5cvL7WvJh0CrBlJS9WnPC1VRk+WtASSnhoiFl/bX79+Pffu3ePGjRuoVCp27NjB+vXrazO2eokQglU/XiMuNbfMZ/fzdNxMy0MG7D59Gx8PDa6asm8gtfRyYMHQNmbnq0ycOBF/f3+MRiMzZsygX79+bNy4kZycHHJycggNDeX48eNcvnyZrKwsJk2axJEjR8jIyMDb25umTZualpDX6/WsXr0aIQQ6nY5FixYxefJknn32Wa5du8b8+fM5ceIEiYmJaLVaFi9ezKlTp0rVffz4ce7fv09WVhYuLi64uLig1Wp5++23CQ8PZ+XKleTk5LBs2TKL5yyZ49JQkbRUPcrTElROT+VpCaqupzfffNM0bCzpyfqw2EOLjIxkzZo12NvbM3LkSJKSkqpcudFo5MMPP2TMmDGMHz/eZInyn0pmvg4ZoJDLkP2+XV3kcjleXl6cO3eOc+fOoVarkcvlREdHs2fPHtRqNS4uLkRERADFrgjTp0/n6NGjpjpOnz5NYmIiarWa3NxcEhISUCqVvPvuuwwbNowLFy6QnJyMRqNh9OjRaDQas3UPHTqUmTNnUlRUxMyZM03PiDp27MjChQtp0aIFFy5csHjOho6kpZqhLvR0/vx5QNKTtWKxh2YwGCgsLEQmk2EwGKo1u/vo0aPodDr+9a9/ERkZyapVq9i6detjBWztyGQyFgxtQ6HeWOaz87cz+PhoLCqFjCKDYI5/K7o3L2s1ZKuUV2hgazQaSUhIwMnJCV9fX4KCgjh79ixPPfUUKpWKoKAgkpKSSExMJDw83DT0YjAYStXRpUsX3nnnHY4cOYKHh4fJnUClUpGfn89LL72ESqVi9+7dFBQUlKn7/PnzJncCW1tbUxtAaXeCkkma5s7Z0JG0VD3K0xJUTk+V0RJUXk+3bt3it99+k/RkpVhMaBMnTmTUqFGkpaUxevToMhYmlSEyMpK+ffsC0K1bN+bMqZqDQX1FJpOZXcrm+Vae2Cjlj2UztHv3bn788Ufy8vJ46623aNOmeDhl8eLFZGdns2rVKl577TXmz59PTk4O8+fPNx3n5OTEyy+/bKqrT58+HDhwgLCwMAwGg9lnO5GRkcTGxqLT6WjZsqXZui1x4cIFduzYgVarNc0/qcw5GxqSlqqPJS1B3eipxLBX0pN1YtEpBCArK4v4+HieeeYZXF1dq1z5Bx98wJAhQ+jfvz8AAwYM4OjRoyiVpfPo5cuXTT5p9YGcnByTX9vDFBQU0KxZszqIqHw2b96Mv78/bdq0qetQKoXBYChlu2NtxMfHm+6WS6jI3UDSknnqm5YMBgPbt29n0KBB9UJPDVFL5WGxh3b8+HH27dtHYWGhad/f/va3KlXu4OBAXl6eadtgMJQRIBR3oa3R5sYS5dn1PAmbmSfNu+++a5VxWeJJ2fXUFGq1uoxdT3lIWrJMfdNSifVVfaGhaakiLCa01atXs3z5cpydq2b4+TBdu3blxIkTvPTSS0RGRuLn51ftuiQk6iuSliQkageLCa1Vq1Z07979sSofPHgwp0+fZuzYsQghzDpINyRKHvpbcxdf4vEwGAxVXnFa0lLVUSqV5ObmllozTKJhUR0tVYTFhPbCCy8wZswY0xLaACtXrqxS5XK5nCVLllQ/unqGm5sbd+7ceeI/0uNSUFBQZpzamrHmeIUQVX6TTNJS1WnUqBEpKSncv3+/rkMphTVfm+aw5niro6WKsJjQ9u7dy9SpU80+sJUwj729PU2bNq3rMMpgrUtxWKK+xVsRkpaqjlwuN7u2WF1T367N+hbv42IxoXl4ePDSSy/VZiwSEg0SSUsSErWDxdf2Z86cyYMHD2jXrp1pCO29996rkSDi4uJMkwglJOobhYWFtGzZ0uLnkpYkJCpHRVqqCIs9tEGDBlW70qryOF9AQsLakbQkIVE7lDuxWkJCQkJCor5QdVM5CQkJCQkJK0RKaBISEhISDQIpoUlISEhINAgsvhRS0xiNRsLCwoiJicHGxoZly5ZZhRnpxYsXWbduHXv37iU+Pp4FCxYA0Lp1axYvXoxcLmfz5s2cOHECpVJJSEgIHTt2tFi2pigqKiIkJIQ7d+6g0+mYPn06LVu2tNp4jUYjixYt4saNGyiVSlasWIEQwmrjLSE9PZ1XX32VnTt3olQqrTZea9STpKWaoz7qqVa0JOqIQ4cOieDgYCGEEOfPnxfTpk2rq1BM7NixQwwfPlyMHj1aCCHEO++8I86ePSuEEOKDDz4Qhw8fFleuXBHjx48XRqNRJCYmipHugukKAAAKZ0lEQVQjR1osW5N89dVXYsmSJUIIITIyMkT//v2tOt4jR46IBQsWCCGEOHv2rJg2bZpVxyuEEDqdTsyYMUMMGTJExMXFWXW81qYnSUs1S33TU21pqc6GHB9d3+nKlSt1FYqJpk2bsmnTJtN2VFQUPXv2BIqX6zhz5gyRkZE8//zzyGQymjRpgtFoJCMjw2zZmuTFF180rc0ExS7r1hyvv78/S5cuBeDu3bt4eHhYdbxQbCo8duxYvLy8AOu+HqxNT5KWapb6pqfa0lKdJbRHjUcVCgV6vb6uwgEgICCg1JIcQgjTRFiNRkNOTk6ZuEv2mytbk2g0GhwcHMjNzWXWrFnMmTPHquOFYsPZ4OBgli5dSkBAgFXHu2/fPtzc3ExJAqz7erA2PUlaqnnqi55qU0t1ltAqu75TXfLwOG1eXh5OTk5l4s7NzcXR0dFs2ZomOTmZCRMm8MorrzBixAirjxeK79QOHTrEokWLSq0PZm3xfv3115w5c4bx48dz9epVgoODycjIsNp4rV1P1n5t1kctQf3QU21qqc4SWteuXfn5558BrHZ9p3bt2nHu3DkATpw4Qffu3enatSu//PILRqORpKQkjEYjbm5uZsvWJGlpaUyZMoV58+YxatQoq493//79bNmyBQA7OztkMhkdOnSw2ng/++wz/vGPf7B3717atm3L6tWr6devn9XGa+16suZrs75pCeqXnmpTS3V2C1cf1ncKDg5m0aJF6HQ6fH19CQgIQKFQ0L17d8aOHYter2fx4sUWy9Yk27ZtIzs7my1btpgu7CVLllhtvIMHDyY4OJg333wTvV5PSEgIvr6+VhuvOaz5erB2PVlz29U3LUH911NNXQ+S9ZWEhISERINAmlgtISEhIdEgkBKahISEhESDQEpoEhISEhINAimhSUhISEg0CKSEVofExMQQERFRqbLZ2dmMGTOGKVOmVOtcSUlJvP766+WW+cc//gHAqVOn+Ne//lWt8zzMwoULefDgAQBbtmwhPDycS5cusW7duseuuzIMGjSo1NwcAK1Wy5IlS2rl/BK1h6SlmqW+aElKaHXI4cOHiYuLq1TZ69ev4+Xlxc6dO2ssnq1btwLQr18/xowZ81h1/fDDD7Rr1w57e3ug2Oqmffv2XLp0iY4dOz52rNXF09MTjUZjmtci0TCQtFT7WKOWrMdK4Amwb98+jh8/TmFhIVqtlgkTJnDs2DFiY2OZP38+/v7+/Pjjj+zatQu5XE63bt0ICgri3r17hIWFUVhYSGZmJoGBgfj7+zNixAh69uxJTEwMMpmMLVu24OjoaDpfeno6CxYsMNmzrF69Gnd3d+bNm0dOTg4Gg4HZs2fTu3dvNmzYwNmzZzEajQwbNoyhQ4fyzTffoFKpaN++fakLc9euXXz33XcolUq6d+/O7NmzWbp0KampqWzevJl3333XVPbReidNmsTVq1dZsmQJCoUCW1tbk+dbCYMGDeLHH3/E1taWdevW4ePjQ0pKCllZWYSFhdGxY0du3rxJUFBQmVjmzZvHpk2bSEpKIj09nbt377Jw4cJStjYAe/fu5dNPP+XKlSusXr2amJgYpk+fzvXr12nVqhV9+vRBo9EAkJOTwwcffMD9+/cBCA0Nxc/PjxdeeIFOnTqRkJBAq1atWL58OXl5eWbb96effmLz5s0IIWjfvj1//etfAQgLCyMpKQmAzZs34+zszPDhw9m0aZPJH06iLJKWJC3VSy09OT/luufrr78WkydPFkIIceDAATFq1ChhNBpFRESEmD59urh//74YNmyYePDggRBCiKCgIPHLL7+I06dPm9ycf/vtNzFp0iQhhBADBw4UkZGRQggh3nvvPXHgwIFS51u6dKn45z//KYQQ4syZM+L//u//xKpVq8SuXbuEEELcu3dPDBw4UBgMBtGvXz+RkJAgCgsLxf/+7/8KIYT45JNPTMeXEBMTI0aNGiV0Op0wGo0iMDBQHD9+XJw9e1bMmTOnzHc2V++rr74qoqOjhRDFrtwzZ84UiYmJJufzgQMHioKCAiGEEGvXrhVff/21EEKI5557ztSOa9eutRjLJ598IkJDQ4UQQvzyyy9iypQppWLKz88X/fv3N20nJCSIRYsWCSGEmDhxYpnvsGbNGlM73Lp1S4wdO1YIIUT79u3F7du3hRBCzJo1Sxw6dMhs+xYWFoqBAweK9PR0IYQQmzZtEnfu3BEDBw4UERERQgghgoODxffffy+EEEKv14vevXuXiUPiDyQtSVoSov5pqUH10ADatm0LgKOjI76+vshkMpycnCgsLCQhIYG0tDTefvttoNgXLDExkW7durF161a++uorZDJZKVPXdu3aAeDt7V1mDPnWrVsmq5zevXsDcODAAUaMGAFAo0aNcHBwICMjg/Xr17N+/XrS0tLK3IE9zI0bN+jUqRMqlQqA7t27ExsbS6dOncyWN1dvSkqKqR169OjBRx99ZPF8opx59ZZigT/auXHjxuh0ulLHZWVl4erqCsCVK1eYN28eAGPHjiUxMZHx48ezbds2013l9evXOXv2LD/88ANQ/IwDitu8ZE2vLl26cOvWLW7cuFGmfbVaLU5OTri5uQGUuuvu0KEDAB4eHhQUFADFxr0KhQKj0Vgra6rVVyQtSVqqb1qq+wieMCWuzOZo0qQJ3t7e7Ny5k7179/LWW2/RqVMnNm7cyCuvvMLatWvp1atXqQuzvPp8fX25fPkyAOHh4axduxZfX1/Onz8PFIshMzMTJycnDh48yPr169m9ezfffPMNd+7cQSaTYTQaS9Xp4+PDpUuX0Ov1CCGIiIigadOmZs+v0+nM1uvl5cW1a9cAzB6vVqtJTU1FCGEqB2UFWV4s5bWLq6uryWS0Q4cO9O7dm08//ZSpU6cyY8YM9u7daxJgyXkmTZrE3r17+fjjj00iS0lJQavVAnDhwgVatmxptn09PT3Jzs4mMzMTgKVLl3Lp0iWLcQohUCqVViFAa0bSkqSl+qalBtdDKw83NzcmTZrE+PHjMRgMPP300wwdOpQXX3yR5cuXs337dry9vU3jzxUxbdo0QkJC2L9/PwArVqzA0dGRkJAQDh06RH5+PkuWLMHGxgZnZ2deeeUVnJ2d6dOnD0899RQdOnRgzZo1tGrVyjQG7efnx9ChQxk3bhxGo5EuXbowZMgQs29wWap32bJlLF26FCEECoWCZcuWlTpu6tSpvP322zz99NOlnKt9fX2ZP38+zz77bLmxlNxZWsLGxgYPDw/S09Nxd3fn9u3bNG/enP3799O/f3+z7fjBBx/wxRdfkJuba7ortLGxYenSpSQnJ9OpUycGDRpEt27dzLbv4sWLeeedd5DJZLRv354//elPFuOLiYmhc+fO5X4HifKRtFSMpCXr0pLk5ShRIxw4cIC0tDQmTZpU7Tr69OnD6dOnn1xQv7NmzRoGDRpUK67oEhKPi6SlymMd/USJBsewYcOIiooqtb6RNaDVasnNzbUaAUpIVISkpcoj9dAkJCQkJBoEUg9NQkJCQqJBICU0CQkJCYkGgZTQJCQkJCQaBP8PG9c5ev6iFCwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 500x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.rcParams['figure.dpi'] = 50\n",
    "mpl.rcParams['figure.figsize'] = 5*2, 4\n",
    "\n",
    "for k, data in enumerate(['CIFAR10', 'CIFAR100']):  \n",
    "    plt.subplot(1, 2, k+1)\n",
    "    for method in list(set(df.query('dataset == \"%s\"' % data).method.values)):\n",
    "        if method not in {'csgld', 'deepens', 'fge', 'sse'}: \n",
    "            continue\n",
    "        plt.plot(np.mean(ss[data][method], axis=0), np.mean(ds[data][method], axis=0), '-o', label=names_long[method], lw=3, alpha=0.7, ms=5, c=colors[method])\n",
    "        plt.xlabel(('mean ' if data!='ImageNet' else '' ) + 'cost of solution (# epoch)')\n",
    "        plt.ylabel(('mean ' if data!='ImageNet' else '' ) + 'deep ensembles equivalent')\n",
    "    plt.title('%s' % (data))\n",
    "    plt.ylim(-0.5, 10)\n",
    "    plt.xlim(0, 4000)\n",
    "    plt.legend(ncol=1, loc='lower right', fontsize=11)\n",
    "plt.savefig('./pdf/cost-vs-dee-mean.pdf',bbox_inches='tight', pad_inches=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
